Image Classification

Image Classification is a fundamental task in vision recognition that aims to understand and categorize an image as a whole under a specific label. Unlike object detection, which involves classification and location of multiple objects within an image, image classification typically pertains to single-object images. When the classification becomes highly detailed or reaches instance-level, it is often referred to as image retrieval, which also involves finding similar images in a large database.

Source: Metamorphic Testing for Object Detection Systems

Papers

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Showing 3731–3740 of 10420 papers

Title	Date	Tasks	Status	Score
Image Classification of Melanoma, Nevus and Seborrheic Keratosis by Deep Neural Network Ensemble	Mar 9, 2017	General Classificationimage-classification	CodeCode Available	5
Image Classification Using Singular Value Decomposition and Optimization	Dec 10, 2024	Classificationimage-classification	CodeCode Available	5
Image classification and retrieval with random depthwise signed convolutional neural networks	Jun 15, 2018	General Classificationimage-classification	CodeCode Available	5
Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language Tasks	Aug 22, 2022	AllCross-Modal Retrieval	CodeCode Available	5
Image-Caption Encoding for Improving Zero-Shot Generalization	Feb 5, 2024	image-classificationImage Classification	CodeCode Available	5
DDI-CoCo: A Dataset For Understanding The Effect Of Color Contrast In Machine-Assisted Skin Disease Detection	Jan 24, 2024	image-classificationImage Classification	CodeCode Available	5
DDA: Dimensionality Driven Augmentation Search for Contrastive Learning in Laparoscopic Surgery	Jun 3, 2024	Contrastive LearningData Augmentation	CodeCode Available	5
Evolving Deep Neural Networks by Multi-objective Particle Swarm Optimization for Image Classification	Mar 21, 2019	ClassificationGeneral Classification	CodeCode Available	5
IGCV3: Interleaved Low-Rank Group Convolutions for Efficient Deep Neural Networks	Jun 1, 2018	image-classificationImage Classification	CodeCode Available	5
All Grains, One Scheme (AGOS): Learning Multi-grain Instance Representation for Aerial Scene Classification	May 6, 2022	Aerial Scene ClassificationAll	CodeCode Available	5

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All datasets ImageNet CIFAR-10 CIFAR-100 STL-10 ObjectNet MNIST SVHN iNaturalist 2018 ImageNet ReaL Flowers-102 Clothing1M mini WebVision 1.0

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	CoCa (finetuned)	Top 1 Accuracy	91	—	Unverified
2	Model soups (BASIC-L)	Top 1 Accuracy	90.98	—	Unverified
3	Model soups (ViT-G/14)	Top 1 Accuracy	90.94	—	Unverified
4	DaViT-G	Top 1 Accuracy	90.4	—	Unverified
5	DaViT-H	Top 1 Accuracy	90.2	—	Unverified
6	Meta Pseudo Labels (EfficientNet-L2)	Top 1 Accuracy	90.2	—	Unverified
7	SwinV2-G	Top 1 Accuracy	90.17	—	Unverified
8	MAWS (ViT-6.5B)	Top 1 Accuracy	90.1	—	Unverified
9	Florence-CoSwin-H	Top 1 Accuracy	90.05	—	Unverified
10	RevCol-H	Top 1 Accuracy	90	—	Unverified